Pandas Profiling Report

Dataset statistics

Number of variables	17
Number of observations	30
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.1 KiB
Average record size in memory	140.3 B

Variable types

Numeric	17

Alerts

`W` is highly overall correlated with `SO` and 2 other fields	High correlation
`R` is highly overall correlated with `HR` and 1 other fields	High correlation
`AB` is highly overall correlated with `HR` and 2 other fields	High correlation
`H` is highly overall correlated with `SB` and 2 other fields	High correlation
`2B` is highly overall correlated with `BB`	High correlation
`HR` is highly overall correlated with `R` and 4 other fields	High correlation
`RA` is highly overall correlated with `HR` and 4 other fields	High correlation
`ER` is highly overall correlated with `H` and 3 other fields	High correlation
`ERA` is highly overall correlated with `W` and 5 other fields	High correlation
`SHO` is highly overall correlated with `3B` and 7 other fields	High correlation
`SV` is highly overall correlated with `W` and 7 other fields	High correlation
`3B` is highly overall correlated with `CG` and 1 other fields	High correlation
`BB` is highly overall correlated with `AB` and 2 other fields	High correlation
`SO` is highly overall correlated with `W` and 3 other fields	High correlation
`SB` is highly overall correlated with `H` and 4 other fields	High correlation
`CG` is highly overall correlated with `3B` and 2 other fields	High correlation
`E` is highly overall correlated with `SO` and 2 other fields	High correlation
`RA` has unique values	Unique
`ER` has unique values	Unique
`ERA` has unique values	Unique
`CG` has 3 (10.0%) zeros	Zeros

Reproduction

Analysis started	2022-11-24 08:10:12.404318
Analysis finished	2022-11-24 08:11:36.067395
Duration	1 minute and 23.66 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

W
Real number (ℝ)

Distinct	24
Distinct (%)	80.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	80.966667

Minimum	63
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	368.0 B

Quantile statistics

Minimum	63
5-th percentile	65.35
Q1	74
median	81
Q3	87.75
95-th percentile	97.55
Maximum	100
Range	37
Interquartile range (IQR)	13.75

Descriptive statistics

Standard deviation	10.453455
Coefficient of variation (CV)	0.12910813
Kurtosis	-0.87426245
Mean	80.966667
Median Absolute Deviation (MAD)	7
Skewness	0.047088689
Sum	2429
Variance	109.27471
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
68	3	10.0%
81	2	6.7%
76	2	6.7%
74	2	6.7%
83	2	6.7%
98	1	3.3%
84	1	3.3%
92	1	3.3%
63	1	3.3%
67	1	3.3%
Other values (14)	14	46.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
63	1	3.3%
64	1	3.3%
67	1	3.3%
68	3	10.0%
71	1	3.3%
74	2	6.7%
76	2	6.7%
78	1	3.3%
79	1	3.3%
80	1	3.3%

Value	Count	Frequency (%)
100	1	3.3%
98	1	3.3%
97	1	3.3%
95	1	3.3%
93	1	3.3%
92	1	3.3%
90	1	3.3%
88	1	3.3%
87	1	3.3%
86	1	3.3%

R
Real number (ℝ)

Distinct	28
Distinct (%)	93.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	688.23333

Minimum	573
Maximum	891
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	368.0 B

Quantile statistics

Minimum	573
5-th percentile	617.05
Q1	651.25
median	689
Q3	718.25
95-th percentile	758.15
Maximum	891
Range	318
Interquartile range (IQR)	67

Descriptive statistics

Standard deviation	58.761754
Coefficient of variation (CV)	0.085380569
Kurtosis	3.8608701
Mean	688.23333
Median Absolute Deviation (MAD)	34.5
Skewness	1.2007864
Sum	20647
Variance	3452.9437
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
689	2	6.7%
696	2	6.7%
724	1	3.3%
647	1	3.3%
650	1	3.3%
720	1	3.3%
667	1	3.3%
626	1	3.3%
573	1	3.3%
613	1	3.3%
Other values (18)	18	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
573	1	3.3%
613	1	3.3%
622	1	3.3%
626	1	3.3%
640	1	3.3%
644	1	3.3%
647	1	3.3%
650	1	3.3%
655	1	3.3%
656	1	3.3%

Value	Count	Frequency (%)
891	1	3.3%
764	1	3.3%
751	1	3.3%
748	1	3.3%
737	1	3.3%
729	1	3.3%
724	1	3.3%
720	1	3.3%
713	1	3.3%
703	1	3.3%

AB
Real number (ℝ)

Distinct	29
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5516.2667

Minimum	5385
Maximum	5649
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	368.0 B

Quantile statistics

Minimum	5385
5-th percentile	5418.35
Q1	5464
median	5510
Q3	5570
95-th percentile	5635.95
Maximum	5649
Range	264
Interquartile range (IQR)	106

Descriptive statistics

Standard deviation	70.467372
Coefficient of variation (CV)	0.012774468
Kurtosis	-0.77207884
Mean	5516.2667
Median Absolute Deviation (MAD)	54
Skewness	0.18343656
Sum	165488
Variance	4965.6506
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
5485	2	6.7%
5575	1	3.3%
5631	1	3.3%
5457	1	3.3%
5649	1	3.3%
5565	1	3.3%
5385	1	3.3%
5529	1	3.3%
5420	1	3.3%
5463	1	3.3%
Other values (19)	19	63.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5385	1	3.3%
5417	1	3.3%
5420	1	3.3%
5428	1	3.3%
5439	1	3.3%
5457	1	3.3%
5459	1	3.3%
5463	1	3.3%
5467	1	3.3%
5480	1	3.3%

Value	Count	Frequency (%)
5649	1	3.3%
5640	1	3.3%
5631	1	3.3%
5605	1	3.3%
5600	1	3.3%
5575	1	3.3%
5572	1	3.3%
5571	1	3.3%
5567	1	3.3%
5565	1	3.3%

H
Real number (ℝ)

Distinct	29
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1403.5333

Minimum	1324
Maximum	1515
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	368.0 B

Quantile statistics

Minimum	1324
5-th percentile	1335.5
Q1	1363
median	1382.5
Q3	1451.5
95-th percentile	1496.1
Maximum	1515
Range	191
Interquartile range (IQR)	88.5

Descriptive statistics

Standard deviation	57.140923
Coefficient of variation (CV)	0.040712195
Kurtosis	-0.89023632
Mean	1403.5333
Median Absolute Deviation (MAD)	32.5
Skewness	0.67025372
Sum	42106
Variance	3265.0851
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
1363	2	6.7%
1497	1	3.3%
1386	1	3.3%
1324	1	3.3%
1494	1	3.3%
1486	1	3.3%
1346	1	3.3%
1374	1	3.3%
1361	1	3.3%
1420	1	3.3%
Other values (19)	19	63.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1324	1	3.3%
1331	1	3.3%
1341	1	3.3%
1346	1	3.3%
1349	1	3.3%
1351	1	3.3%
1361	1	3.3%
1363	2	6.7%
1370	1	3.3%
1374	1	3.3%

Value	Count	Frequency (%)
1515	1	3.3%
1497	1	3.3%
1495	1	3.3%
1494	1	3.3%
1486	1	3.3%
1480	1	3.3%
1479	1	3.3%
1462	1	3.3%
1420	1	3.3%
1419	1	3.3%

2B
Real number (ℝ)

Distinct	22
Distinct (%)	73.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	274.73333

Minimum	236
Maximum	308
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	368.0 B

Quantile statistics

Minimum	236
5-th percentile	244.35
Q1	262.25
median	275.5
Q3	288.75
95-th percentile	301.65
Maximum	308
Range	72
Interquartile range (IQR)	26.5

Descriptive statistics

Standard deviation	18.095405
Coefficient of variation (CV)	0.065865342
Kurtosis	-0.44018475
Mean	274.73333
Median Absolute Deviation (MAD)	13.5
Skewness	-0.23064992
Sum	8242
Variance	327.44368
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
272	3	10.0%
260	2	6.7%
289	2	6.7%
278	2	6.7%
277	2	6.7%
274	2	6.7%
288	2	6.7%
300	1	3.3%
292	1	3.3%
251	1	3.3%
Other values (12)	12	40.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
236	1	3.3%
243	1	3.3%
246	1	3.3%
251	1	3.3%
257	1	3.3%
260	2	6.7%
262	1	3.3%
263	1	3.3%
265	1	3.3%
272	3	10.0%

Value	Count	Frequency (%)
308	1	3.3%
303	1	3.3%
300	1	3.3%
295	1	3.3%
294	1	3.3%
292	1	3.3%
289	2	6.7%
288	2	6.7%
279	1	3.3%
278	2	6.7%

3B
Real number (ℝ)

Distinct	23
Distinct (%)	76.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.3

Minimum	13
Maximum	49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	368.0 B

Quantile statistics

Minimum	13
5-th percentile	17
Q1	23
median	31
Q3	39
95-th percentile	48.55
Maximum	49
Range	36
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	10.452355
Coefficient of variation (CV)	0.33394105
Kurtosis	-0.98496568
Mean	31.3
Median Absolute Deviation (MAD)	8.5
Skewness	0.12950245
Sum	939
Variance	109.25172
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
27	3	10.0%
39	2	6.7%
49	2	6.7%
17	2	6.7%
32	2	6.7%
26	2	6.7%
42	1	3.3%
48	1	3.3%
37	1	3.3%
18	1	3.3%
Other values (13)	13	43.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13	1	3.3%
17	2	6.7%
18	1	3.3%
19	1	3.3%
20	1	3.3%
21	1	3.3%
22	1	3.3%
26	2	6.7%
27	3	10.0%
29	1	3.3%

Value	Count	Frequency (%)
49	2	6.7%
48	1	3.3%
46	1	3.3%
44	1	3.3%
42	1	3.3%
40	1	3.3%
39	2	6.7%
37	1	3.3%
36	1	3.3%
34	1	3.3%

HR
Real number (ℝ)

Distinct	27
Distinct (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	163.63333

Minimum	100
Maximum	232
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	368.0 B

Quantile statistics

Minimum	100
5-th percentile	124.5
Q1	140.25
median	158.5
Q3	177
95-th percentile	224.15
Maximum	232
Range	132
Interquartile range (IQR)	36.75

Descriptive statistics

Standard deviation	31.823309
Coefficient of variation (CV)	0.19447938
Kurtosis	0.016806225
Mean	163.63333
Median Absolute Deviation (MAD)	18.5
Skewness	0.51644074
Sum	4909
Variance	1012.723
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
136	2	6.7%
167	2	6.7%
177	2	6.7%
139	1	3.3%
137	1	3.3%
148	1	3.3%
154	1	3.3%
187	1	3.3%
130	1	3.3%
100	1	3.3%
Other values (17)	17	56.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
100	1	3.3%
120	1	3.3%
130	1	3.3%
136	2	6.7%
137	1	3.3%
139	1	3.3%
140	1	3.3%
141	1	3.3%
145	1	3.3%
146	1	3.3%

Value	Count	Frequency (%)
232	1	3.3%
230	1	3.3%
217	1	3.3%
212	1	3.3%
198	1	3.3%
187	1	3.3%
186	1	3.3%
177	2	6.7%
176	1	3.3%
172	1	3.3%

BB
Real number (ℝ)

Distinct	29
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	469.1

Minimum	375
Maximum	570
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	368.0 B

Quantile statistics

Minimum	375
5-th percentile	384.8
Q1	428.25
median	473
Q3	501.25
95-th percentile	565.2
Maximum	570
Range	195
Interquartile range (IQR)	73

Descriptive statistics

Standard deviation	57.053725
Coefficient of variation (CV)	0.1216238
Kurtosis	-0.79827198
Mean	469.1
Median Absolute Deviation (MAD)	37.5
Skewness	0.15849848
Sum	14073
Variance	3255.1276
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
478	2	6.7%
383	1	3.3%
461	1	3.3%
426	1	3.3%
490	1	3.3%
457	1	3.3%
563	1	3.3%
387	1	3.3%
471	1	3.3%
375	1	3.3%
Other values (19)	19	63.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
375	1	3.3%
383	1	3.3%
387	1	3.3%
388	1	3.3%
404	1	3.3%
412	1	3.3%
418	1	3.3%
426	1	3.3%
435	1	3.3%
436	1	3.3%

Value	Count	Frequency (%)
570	1	3.3%
567	1	3.3%
563	1	3.3%
554	1	3.3%
539	1	3.3%
533	1	3.3%
506	1	3.3%
503	1	3.3%
496	1	3.3%
490	1	3.3%

SO
Real number (ℝ)

Distinct	29
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1248.2

Minimum	973
Maximum	1518
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	368.0 B

Quantile statistics

Minimum	973
5-th percentile	1112.4
Q1	1157.5
median	1261.5
Q3	1311.5
95-th percentile	1370.4
Maximum	1518
Range	545
Interquartile range (IQR)	154

Descriptive statistics

Standard deviation	103.75947
Coefficient of variation (CV)	0.083127279
Kurtosis	1.4017054
Mean	1248.2
Median Absolute Deviation (MAD)	63
Skewness	-0.15606548
Sum	37446
Variance	10766.028
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
1150	2	6.7%
973	1	3.3%
1267	1	3.3%
1327	1	3.3%
1312	1	3.3%
1159	1	3.3%
1258	1	3.3%
1274	1	3.3%
1107	1	3.3%
1344	1	3.3%
Other values (19)	19	63.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
973	1	3.3%
1107	1	3.3%
1119	1	3.3%
1148	1	3.3%
1150	2	6.7%
1151	1	3.3%
1157	1	3.3%
1159	1	3.3%
1227	1	3.3%
1231	1	3.3%

Value	Count	Frequency (%)
1518	1	3.3%
1392	1	3.3%
1344	1	3.3%
1336	1	3.3%
1331	1	3.3%
1327	1	3.3%
1322	1	3.3%
1312	1	3.3%
1310	1	3.3%
1299	1	3.3%

SB
Real number (ℝ)

Distinct	27
Distinct (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	83.5

Minimum	44
Maximum	134
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	368.0 B

Quantile statistics

Minimum	44
5-th percentile	51.45
Q1	69
median	83.5
Q3	96.5
95-th percentile	127.05
Maximum	134
Range	90
Interquartile range (IQR)	27.5

Descriptive statistics

Standard deviation	22.815225
Coefficient of variation (CV)	0.27323623
Kurtosis	-0.071246866
Mean	83.5
Median Absolute Deviation (MAD)	14.5
Skewness	0.47989287
Sum	2505
Variance	520.53448
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
69	3	10.0%
88	2	6.7%
78	1	3.3%
82	1	3.3%
132	1	3.3%
93	1	3.3%
59	1	3.3%
112	1	3.3%
57	1	3.3%
51	1	3.3%
Other values (17)	17	56.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
44	1	3.3%
51	1	3.3%
52	1	3.3%
57	1	3.3%
59	1	3.3%
63	1	3.3%
68	1	3.3%
69	3	10.0%
70	1	3.3%
71	1	3.3%

Value	Count	Frequency (%)
134	1	3.3%
132	1	3.3%
121	1	3.3%
112	1	3.3%
104	1	3.3%
101	1	3.3%
98	1	3.3%
97	1	3.3%
95	1	3.3%
93	1	3.3%

RA
Real number (ℝ)

HIGH CORRELATION
UNIQUE

Distinct	30
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	688.23333

Minimum	525
Maximum	844
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	368.0 B

Quantile statistics

Minimum	525
5-th percentile	595.45
Q1	636.25
median	695.5
Q3	732.5
95-th percentile	806.3
Maximum	844
Range	319
Interquartile range (IQR)	96.25

Descriptive statistics

Standard deviation	72.108005
Coefficient of variation (CV)	0.10477261
Kurtosis	-0.12256988
Mean	688.23333
Median Absolute Deviation (MAD)	55
Skewness	0.045733975
Sum	20647
Variance	5199.5644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
641	1	3.3%
700	1	3.3%
731	1	3.3%
713	1	3.3%
627	1	3.3%
595	1	3.3%
809	1	3.3%
760	1	3.3%
678	1	3.3%
635	1	3.3%
Other values (20)	20	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
525	1	3.3%
595	1	3.3%
596	1	3.3%
608	1	3.3%
613	1	3.3%
618	1	3.3%
627	1	3.3%
635	1	3.3%
640	1	3.3%
641	1	3.3%

Value	Count	Frequency (%)
844	1	3.3%
809	1	3.3%
803	1	3.3%
760	1	3.3%
754	1	3.3%
753	1	3.3%
737	1	3.3%
733	1	3.3%
731	1	3.3%
729	1	3.3%

ER
Real number (ℝ)

HIGH CORRELATION
UNIQUE

Distinct	30
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	635.83333

Minimum	478
Maximum	799
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	368.0 B

Quantile statistics

Minimum	478
5-th percentile	538.3
Q1	587.25
median	644.5
Q3	679.25
95-th percentile	747.65
Maximum	799
Range	321
Interquartile range (IQR)	92

Descriptive statistics

Standard deviation	70.140786
Coefficient of variation (CV)	0.11031316
Kurtosis	0.17598784
Mean	635.83333
Median Absolute Deviation (MAD)	45.5
Skewness	0.058709796
Sum	19075
Variance	4919.7299
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
601	1	3.3%
653	1	3.3%
655	1	3.3%
659	1	3.3%
597	1	3.3%
553	1	3.3%
749	1	3.3%
698	1	3.3%
638	1	3.3%
577	1	3.3%
Other values (20)	20	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
478	1	3.3%
532	1	3.3%
546	1	3.3%
553	1	3.3%
557	1	3.3%
572	1	3.3%
577	1	3.3%
584	1	3.3%
597	1	3.3%
601	1	3.3%

Value	Count	Frequency (%)
799	1	3.3%
749	1	3.3%
746	1	3.3%
700	1	3.3%
698	1	3.3%
694	1	3.3%
682	1	3.3%
680	1	3.3%
677	1	3.3%
664	1	3.3%

ERA
Real number (ℝ)

HIGH CORRELATION
UNIQUE

Distinct	30
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.9563333

Minimum	2.94
Maximum	5.04
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	368.0 B

Quantile statistics

Minimum	2.94
5-th percentile	3.2775
Q1	3.6825
median	4.025
Q3	4.22
95-th percentile	4.6675
Maximum	5.04
Range	2.1
Interquartile range (IQR)	0.5375

Descriptive statistics

Standard deviation	0.45408858
Coefficient of variation (CV)	0.11477511
Kurtosis	0.34176563
Mean	3.9563333
Median Absolute Deviation (MAD)	0.29
Skewness	0.053331339
Sum	118.69
Variance	0.20619644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
3.73	1	3.3%
4.07	1	3.3%
4.09	1	3.3%
4.04	1	3.3%
3.72	1	3.3%
3.44	1	3.3%
4.69	1	3.3%
4.41	1	3.3%
4.02	1	3.3%
3.62	1	3.3%
Other values (20)	20	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.94	1	3.3%
3.21	1	3.3%
3.36	1	3.3%
3.43	1	3.3%
3.44	1	3.3%
3.57	1	3.3%
3.62	1	3.3%
3.67	1	3.3%
3.72	1	3.3%
3.73	1	3.3%

Value	Count	Frequency (%)
5.04	1	3.3%
4.69	1	3.3%
4.64	1	3.3%
4.41	1	3.3%
4.33	1	3.3%
4.31	1	3.3%
4.28	1	3.3%
4.24	1	3.3%
4.16	1	3.3%
4.14	1	3.3%

CG
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	9
Distinct (%)	30.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.4666667

Minimum	0
Maximum	11
Zeros	3
Zeros (%)	10.0%
Negative	0
Negative (%)	0.0%
Memory size	368.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	5.75
95-th percentile	7
Maximum	11
Range	11
Interquartile range (IQR)	4.75

Descriptive statistics

Standard deviation	2.7634727
Coefficient of variation (CV)	0.7971556
Kurtosis	0.077975489
Mean	3.4666667
Median Absolute Deviation (MAD)	2
Skewness	0.73684527
Sum	104
Variance	7.6367816
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
1	7	23.3%
2	4	13.3%
7	4	13.3%
3	3	10.0%
0	3	10.0%
5	3	10.0%
6	3	10.0%
4	2	6.7%
11	1	3.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	10.0%
1	7	23.3%
2	4	13.3%
3	3	10.0%
4	2	6.7%
5	3	10.0%
6	3	10.0%
7	4	13.3%
11	1	3.3%

Value	Count	Frequency (%)
11	1	3.3%
7	4	13.3%
6	3	10.0%
5	3	10.0%
4	2	6.7%
3	3	10.0%
2	4	13.3%
1	7	23.3%
0	3	10.0%

SHO
Real number (ℝ)

Distinct	12
Distinct (%)	40.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.3

Minimum	4
Maximum	21
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	368.0 B

Quantile statistics

Minimum	4
5-th percentile	4.9
Q1	9
median	12
Q3	13
95-th percentile	19.65
Maximum	21
Range	17
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	4.1201774
Coefficient of variation (CV)	0.36461747
Kurtosis	0.73057643
Mean	11.3
Median Absolute Deviation (MAD)	2
Skewness	0.56579043
Sum	339
Variance	16.975862
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
12	7	23.3%
10	5	16.7%
13	3	10.0%
8	2	6.7%
9	2	6.7%
4	2	6.7%
15	2	6.7%
21	2	6.7%
7	2	6.7%
14	1	3.3%
Other values (2)	2	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	2	6.7%
6	1	3.3%
7	2	6.7%
8	2	6.7%
9	2	6.7%
10	5	16.7%
12	7	23.3%
13	3	10.0%
14	1	3.3%
15	2	6.7%

Value	Count	Frequency (%)
21	2	6.7%
18	1	3.3%
15	2	6.7%
14	1	3.3%
13	3	10.0%
12	7	23.3%
10	5	16.7%
9	2	6.7%
8	2	6.7%
7	2	6.7%

SV
Real number (ℝ)

Distinct	20
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43.066667

Minimum	28
Maximum	62
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	368.0 B

Quantile statistics

Minimum	28
5-th percentile	34.45
Q1	37.25
median	42
Q3	46.75
95-th percentile	58.2
Maximum	62
Range	34
Interquartile range (IQR)	9.5

Descriptive statistics

Standard deviation	7.8693352
Coefficient of variation (CV)	0.1827245
Kurtosis	0.39127553
Mean	43.066667
Median Absolute Deviation (MAD)	5
Skewness	0.65752355
Sum	1292
Variance	61.926437
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
35	4	13.3%
41	3	10.0%
45	3	10.0%
44	2	6.7%
48	2	6.7%
40	2	6.7%
56	1	3.3%
28	1	3.3%
47	1	3.3%
50	1	3.3%
Other values (10)	10	33.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
28	1	3.3%
34	1	3.3%
35	4	13.3%
36	1	3.3%
37	1	3.3%
38	1	3.3%
39	1	3.3%
40	2	6.7%
41	3	10.0%
43	1	3.3%

Value	Count	Frequency (%)
62	1	3.3%
60	1	3.3%
56	1	3.3%
54	1	3.3%
50	1	3.3%
48	2	6.7%
47	1	3.3%
46	1	3.3%
45	3	10.0%
44	2	6.7%

E
Real number (ℝ)

Distinct	21
Distinct (%)	70.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	94.333333

Minimum	75
Maximum	126
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	368.0 B

Quantile statistics

Minimum	75
5-th percentile	77
Q1	86
median	91
Q3	96.75
95-th percentile	120.65
Maximum	126
Range	51
Interquartile range (IQR)	10.75

Descriptive statistics

Standard deviation	13.958889
Coefficient of variation (CV)	0.14797409
Kurtosis	0.014387954
Mean	94.333333
Median Absolute Deviation (MAD)	5
Skewness	0.89013183
Sum	2830
Variance	194.85057
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
88	3	10.0%
90	3	10.0%
86	3	10.0%
93	2	6.7%
77	2	6.7%
95	2	6.7%
122	1	3.3%
78	1	3.3%
75	1	3.3%
117	1	3.3%
Other values (11)	11	36.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
75	1	3.3%
77	2	6.7%
78	1	3.3%
79	1	3.3%
85	1	3.3%
86	3	10.0%
88	3	10.0%
90	3	10.0%
92	1	3.3%
93	2	6.7%

Value	Count	Frequency (%)
126	1	3.3%
122	1	3.3%
119	1	3.3%
117	1	3.3%
116	1	3.3%
111	1	3.3%
101	1	3.3%
97	1	3.3%
96	1	3.3%
95	2	6.7%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	W	R	AB	H	2B	3B	HR	BB	SO	SB	RA	ER	ERA	CG	SHO	SV	E
0	95	724	5575	1497	300	42	139	383	973	104	641	601	3.73	2	8	56	88
1	83	696	5467	1349	277	44	156	439	1264	70	700	653	4.07	2	12	45	86
2	81	669	5439	1395	303	29	141	533	1157	86	640	584	3.67	11	10	38	79
3	76	622	5533	1381	260	27	136	404	1231	68	701	643	3.98	7	9	37	101
4	74	689	5605	1515	289	49	151	455	1259	83	803	746	4.64	7	12	35	86
5	93	891	5509	1480	308	17	232	570	1151	88	670	609	3.80	7	10	34	88
6	87	764	5567	1397	272	19	212	554	1227	63	698	652	4.03	3	4	48	93
7	81	713	5485	1370	246	20	217	418	1331	44	693	646	4.05	0	10	43	77
8	80	644	5485	1383	278	32	167	436	1310	87	642	604	3.74	1	12	60	95
9	78	748	5640	1495	294	33	161	478	1148	71	753	694	4.31	3	10	40	97

	W	R	AB	H	2B	3B	HR	BB	SO	SB	RA	ER	ERA	CG	SHO	SV	E
20	90	683	5527	1351	295	17	177	488	1290	51	613	557	3.43	1	14	50	88
21	83	703	5428	1363	265	13	177	539	1344	57	635	577	3.62	4	13	41	90
22	71	613	5463	1420	236	40	120	375	1150	112	678	638	4.02	0	12	35	77
23	67	573	5420	1361	251	18	100	471	1107	69	760	698	4.41	3	10	44	90
24	63	626	5529	1374	272	37	130	387	1274	88	809	749	4.69	1	7	35	117
25	92	667	5385	1346	263	26	187	563	1258	59	595	553	3.44	6	21	47	75
26	84	696	5565	1486	288	39	136	457	1159	93	627	597	3.72	7	18	41	78
27	79	720	5649	1494	289	48	154	490	1312	132	713	659	4.04	1	12	44	86
28	74	650	5457	1324	260	36	148	426	1327	82	731	655	4.09	1	6	41	92
29	68	737	5572	1479	274	49	186	388	1283	97	844	799	5.04	4	4	36	95

Overview

Variables

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample